计算机工程2025,Vol.51Issue(2):54-64,11.DOI:10.19678/j.issn.1000-3428.0069749
面向无人机辅助边缘计算的卸载任务准入控制机制
Admission Control Mechanism for Offloading Tasks in UAV-Assisted Edge Computing
摘要
Abstract
In light of the dynamic nature of user requirements in edge computing networks,as well as the communication congestion stemming from several users offloading tasks,this study proposes an admission control mechanism for an Unmanned Aerial Vehicle(UAV)-assisted edge computing system.The aim is to maximize service provider revenue while maintaining Quality of Service(QoS)for users.First,a server communication threshold structure is established based on factors such as user channel quality and base station communication bandwidth,mitigating excessively high transmission delays for tasks.Users without a connection to a base station can opt to offload tasks to a UAV or process them directly on their terminal devices.Second,an optimal threshold for UAV task reception is determined considering the limited resources and operating costs of UAVs.UAVs perform preprocessing operations on tasks and offload the preprocessed tasks to the base station to reduce task-processing delays.This stage is modeled as a birth and death process,with matrix geometry methods employed to derive the probability distribution of the system's stable state and the expected benefits for users.Subsequently,the optimal UAV task reception threshold is determined,optimal prices are set,and the UAV revenue is maximized under high task concurrency conditions.The simulation results demonstrate the significant advantages of the proposed solution algorithm in terms of revenue of service providers and user QoS.关键词
边缘计算/任务卸载/准入控制/无人机(UAV)/生灭过程Key words
edge computing/task offloading/admission control/Unmanned Aerial Vehicle(UAV)/birth and death process分类
计算机与自动化引用本文复制引用
徐渊博,任静,王亮,符宁,於志文..面向无人机辅助边缘计算的卸载任务准入控制机制[J].计算机工程,2025,51(2):54-64,11.基金项目
国家自然科学基金(62332014) (62332014)
陕西省自然科学基础研究计划(2023-JC-JQ-54) (2023-JC-JQ-54)
陕西省重点研发计划(2024GX-YBXM-006). (2024GX-YBXM-006)